AI for Physicians: A Practical Implementation Lab

Why this course exists

Most physicians are stuck between two bad options.

Reckless adoption, pasting patient data into consumer tools. Or fearful avoidance, banning AI and falling behind. There's a third posture, and it's the one that lets you lead.

The problem

AI is already in medicine

Computerized ECG reads, sepsis alerts, risk calculators, imaging CAD. What changed isn't the presence of AI. It's the visibility, accessibility, scale, and generality of it.

The reframe

Risk literacy is a capability

The physician who understands data flow, tool boundaries, and where the line truly sits is the one who gets to confidently say yes, while peers either overreach or freeze.

The posture

Physician first, AI second, physician final

Form your own assessment, use AI to organize and challenge it, then verify, reconcile, and own the output. The reasoning pattern of the sharpest clinicians, never a leash.

The physicians who thrive in the next decade won't be the ones who avoided AI, or the ones who trusted it blindly. They'll be the ones who learned to use it well, supervise it, and decide exactly where it belongs. That skill is learnable, and it's what this course teaches.

THE CORE IDEA

The signature framework

The Physician AI Implementation Map

Not every patient goes to the ICU. Not every headache needs a CT. Not every AI workflow needs legal review. The skill is knowing which situation you're in.

DATA + OUTPUT + CONSEQUENCE + AUTOMATION + OVERSIGHT = RISK TIER

Green Zone · build now Institutional Zone · govern

TIER 1

Personal Productivity

Planning & triage
Nonclinical drafts
Study scheduling

Start today

TIER 2

Learning Acceleration

Concept explainers
Anki-style cards
Board questions

Use freely, verify facts

TIER 3

Research & Teaching

Evidence tables
Journal club
Teaching slides

Verify every citation

TIER 4

Clinical-Adjacent

Generic handouts
Plain-language ed.
Synthetic cases

Physician review first

TIER 5

PHI Workflows

Chart summaries
AI scribes
Patient messages

Institutional-grade

TIER 6

Decision Support

Diagnosis support
Triage / prediction
Device-like SW

Governance + validation

Green Zone · Tiers 1 to 4. Build here now. No PHI, no autonomous clinical decisions. Most useful physician AI doesn't start with patient data.

Institutional · Tiers 5 to 6. Not forbidden. Clinical infrastructure, not personal hacks.

Evidence, not assertion

Built on the literature. Every claim sourced.

This isn't opinion about AI. It's what randomized and multicenter studies actually show about how clinicians and AI interact.

−11.3pp

Diagnostic accuracy drop when clinicians followed biased AI, and explanations did not rescue it.

JABBOUR · JAMA 2023

81%

Physicians using AI professionally in 2026, up from 38% in 2023 — and 92% say they want more education and training on AI. The wave is already here.

AMA · 2026 PHYSICIAN SURVEY

28.6%

GPT-4 citation hallucination rate vs gold-standard reviews. Why every reference gets verified.

CHELLI · JMIR 2024

CLAIMS LAST VERIFIED · 2026-07-03

Course content carries a live claims ledger. Regulatory, vendor, and tool-specific material is dated and re-verified before publication, because this field changes monthly.

What you'll build · v1.0

Ten core modules. One capstone you actually keep.

A focused, professional curriculum where every lesson leads with a capability and closes with a single assured boundary. You finish with a Responsible AI Implementation Plan for your own practice.

00

The Responsible Physician-AI Mindset

Posture, safety rules, the ECG analogy, physician accountability.

FOUNDATIONAL

01

AI Is Already in Medicine

From ECG interpretation to ambient scribes. History, scale, and why now.

AWARENESS

02

AI / ML / LLM Foundations

Technical literacy without the math overload. Hallucination vs retrieval.

AWARENESS

03

Clinical Context Engineering & Prompting

Prompting reframed as workflow design, with a reusable physician template.

TIER 1 to 3

05

The AI Use-Case Risk Matrix

The spine. Classify before you choose a tool. Five-question screen + scorecard.

ALL TIERS · SIGNATURE

06

Physician Productivity Operating System

Fast, no-PHI wins: planning, triage, knowledge management, drafts.

TIER 1

08

Literature Review & Research

Accelerate evidence work while protecting integrity. Catch fabricated citations.

TIER 3

11

HIPAA, PHI, BAAs & Vendor Evaluation

Privacy literacy and a structured vendor scorecard. Not legal advice.

TIER 4 to 6

13

Scope Creep, Dependency & Automation Bias

The 3-Pass Rule. Guard against deskilling and false reassurance.

ALL TIERS

15

Implementation Capstone

Build your 30-day Responsible AI Implementation Plan.

ALL TIERS · CAPSTONE

v1.0 bonus packs: Anki & memorization workflows · Scientific illustration with AI · Text expanders & prompt libraries · Anesthesia / perioperative starter pack. More specialty tracks and regulatory deep-dives arrive in v2.0+.

See it before you commit

Preview a full sample lesson.

Lesson 5.1, "How Risk Literacy Lets Physicians Move Faster." One email gets you everything: the sample lesson video and slides, plus the free Safety Checklist and Risk Matrix.

Module 5 · Lesson 5.18 to 10 min

The Map: How Risk Literacy Lets Physicians Move Faster

Objective: Explain why AI workflows should be classified before tool selection.

01 The wrong first question vs. the right one
02 Same tool, four escalating uses, one demo
03 The green-light map walkthrough 🔒
04 Leadership takeaway + assignment 🔒

Unlock the full lesson + downloadable slides

One email. Everything unlocked.

No separate sign-ups. The same address gets you the sample lesson and both free tools, and puts you on the launch list for early access and founding pricing.

✓ Sent. Check your inbox for the sample lesson and your free toolkit.

Already entered your email above? You're set, it's on its way. This is how I gauge real interest before opening enrollment, so it genuinely helps shape what gets built first.

Founding pre-order · lock the lowest price

Pick the depth that fits. Reserve now at the founding rate.

Enrollment opens soon. Join now and you lock founding pricing, the lowest this course will ever be, plus first access at launch. Tap "Reserve at founding price" on the tier you'd want. It costs nothing today and tells me which tiers have real demand.

Starter

For the AI-curious physician testing the water.

$179

Founding price · self-paced

Modules 0 to 5 (foundations + the Risk Matrix)
Core templates & checklists
Self-paced, fully async

Premium Audit & Practice / Team

A recorded 60 to 90 minute workflow audit plus a personalized roadmap, or full team access with a private workshop, team use-case matrix, and policy walkthrough. Offered by application.

By application · limited founding slots

Safety is never paywalled. HIPAA, PHI, the Risk Matrix, and scope-creep content live in the main paid course at every level. Higher tiers add review, feedback, and implementation support, not safer behavior. A free Safety Checklist will always be available to everyone, at no cost.

Who's building this

A physician translator, not a tech influencer.

Quinn Caslow, DO — U.S. Navy physician

Currently pursuing graduate training in Artificial Intelligence in Medicine. I built this course because the AI education available to physicians is either vendor optimism or compliance pessimism — and neither helps you on a Tuesday afternoon.

Views are my own and do not represent the U.S. Navy, the Department of Defense, or any government agency. This course is a personal educational project.

A bit about me

▸ I'm a physician with clinical and operational medicine experience.
▸ I'm pursuing graduate training in AI in Medicine.
▸ I focus on responsible AI integration and clinical informatics.
▸ My interests run through anesthesia and perioperative care, operational medicine, and medical education.
▸ I built this because I wanted it to exist, and couldn't find it.

I'm a working physician who cares about clinical workflow and patient safety first. I built this course to translate between three worlds I live in: the bedside, the AI tools, and the messy reality of implementing them responsibly.

My goal is simple. I want to help you become a confident, skeptical, genuinely effective user of AI in healthcare: someone who can supervise it, evaluate it, verify it, and help shape how it shows up in your department, all while keeping the patient relationship at the center where it belongs. I'm learning in the open alongside you, and I'd rather be honest about what I am and am not than oversell it.

Important, please read: This course is for general educational purposes only. It does not constitute and is not a substitute for individualized medical, legal, regulatory, cybersecurity, privacy, or compliance advice, and it must not be relied upon as such. Completing it confers no certification, license, continuing education credit, or institutional approval, and it does not authorize the use of any specific tool or the entry of protected health information (PHI) into any system. No physician-patient, attorney-client, or other professional relationship is created. I make no claim of board-certified informatics credentials, formal AI-research authority, or legal expertise, and I claim no affiliation with or endorsement by any employer, hospital, university, government agency, the Department of Defense, the Navy, or any vendor or product mentioned. Tool capabilities, pricing, security terms, and regulations change frequently and may be out of date; verify everything against current primary sources. Before deploying any PHI-containing, EHR-integrated, or clinical-decision-support workflow, you are solely responsible for obtaining the required institutional, legal, compliance, security, and governance review. You use any information from this course at your own discretion and risk.

Be first through the door

Join the waitlist. Get the toolkit. Shape what gets built.

The Safety Checklist and Risk Matrix arrive in your inbox today. Launch updates and the sample lesson follow.

✓ You're in. Welcome. Check your inbox for the free toolkit.

No PHI. No spam. Educational use only.

Common questions

Before you ask.

Is this medical, legal, or compliance advice? +

No. This is educational only. It doesn't provide individualized medical, legal, cybersecurity, regulatory, or compliance advice, doesn't create a physician-patient relationship, and doesn't grant institutional approval to use any tool. You follow your employer, hospital, and legal/compliance policies. The course teaches you how to ask the right questions of them.

Will you ask me to put patient data into AI tools? +

Never. Every demonstration uses synthetic, public, or de-identified material only. A core thesis of the course is that you do not enter PHI into unapproved tools, and you'll learn exactly why, and where the line sits.

When does it launch, and why a waitlist? +

It's in active build. The waitlist does two things: it gets you the free Safety Checklist and Risk Matrix now, and it tells me which modules and price tiers have real demand so I build the most useful version first. Waitlist members get early access and launch pricing.

Is it relevant outside the US or outside my specialty? +

The frameworks (the Risk Matrix, the 3-Pass Rule, vendor evaluation) are universal. Regulatory specifics are US-anchored (HIPAA, FDA, ONC, NIST) but taught as a model you can map to your own jurisdiction. Specialty tracks start with anesthesia/perioperative and primary care, with more in later versions.

What do I actually walk away with? +

Two things. First, real skill and knowledge: a working understanding of how these AI tools actually function, how to direct them, where they fail, and how to make them genuinely useful in your medical work, so you can keep applying it long after the course ends. Second, a finished, practical artifact: a completed Responsible AI Implementation Plan for your own practice, including your approved-use list, prohibited-use list, a personal Risk Matrix, prompt and productivity workflows, a vendor checklist, a data-flow map, and a 30-day roadmap, plus the language to lead these conversations confidently in your group.